{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "76c1c95c-8627-4b9d-8ba5-fd7cae6de294",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import numpy as np; \n",
    "np.random.seed(0)\n",
    "import seaborn as sns;\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a362fcd4-d4f5-4fd6-8e9b-38584fefc720",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[0.5488135  0.71518937 0.60276338]\n",
      " [0.54488318 0.4236548  0.64589411]\n",
      " [0.43758721 0.891773   0.96366276]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "uniform_data = np.random.rand(3, 3)\n",
    "print (uniform_data)\n",
    "heatmap = sns.heatmap(uniform_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d340a45d-3fce-450a-a4cc-032702af9317",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(uniform_data, vmin=0.2, vmax=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "29cbd02b-9478-4e37-82ff-648e361f8b11",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.26611853 -0.50587654  2.54520078]\n",
      " [ 1.08081191  0.48431215  0.57914048]\n",
      " [-0.18158257  1.41020463 -0.37447169]]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "normal_data = np.random.randn(3, 3)\n",
    "print (normal_data)\n",
    "ax = sns.heatmap(normal_data, center=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b6c09aad-32bd-480f-8365-a8cedc6c80d0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949</td>\n",
       "      <td>January</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949</td>\n",
       "      <td>February</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949</td>\n",
       "      <td>March</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949</td>\n",
       "      <td>April</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949</td>\n",
       "      <td>May</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year     month  passengers\n",
       "0  1949   January         112\n",
       "1  1949  February         118\n",
       "2  1949     March         132\n",
       "3  1949     April         129\n",
       "4  1949       May         121"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# flights = sns.load_dataset(\"flights\")\n",
    "flights = pd.read_csv('./data/flights.csv')\n",
    "\n",
    "flights.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "62779fac-fb6b-4140-9b0c-121a1b7656c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year       1949  1950  1951  1952  1953  1954  1955  1956  1957  1958  1959  \\\n",
      "month                                                                         \n",
      "April       129   135   163   181   235   227   269   313   348   348   396   \n",
      "August      148   170   199   242   272   293   347   405   467   505   559   \n",
      "December    118   140   166   194   201   229   278   306   336   337   405   \n",
      "February    118   126   150   180   196   188   233   277   301   318   342   \n",
      "January     112   115   145   171   196   204   242   284   315   340   360   \n",
      "July        148   170   199   230   264   302   364   413   465   491   548   \n",
      "June        135   149   178   218   243   264   315   374   422   435   472   \n",
      "March       132   141   178   193   236   235   267   317   356   362   406   \n",
      "May         121   125   172   183   229   234   270   318   355   363   420   \n",
      "November    104   114   146   172   180   203   237   271   305   310   362   \n",
      "October     119   133   162   191   211   229   274   306   347   359   407   \n",
      "September   136   158   184   209   237   259   312   355   404   404   463   \n",
      "\n",
      "year       1960  \n",
      "month            \n",
      "April       461  \n",
      "August      606  \n",
      "December    432  \n",
      "February    391  \n",
      "January     417  \n",
      "July        622  \n",
      "June        535  \n",
      "March       419  \n",
      "May         472  \n",
      "November    390  \n",
      "October     461  \n",
      "September   508  \n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights = flights.pivot(index=\"month\", columns=\"year\", values=\"passengers\")\n",
    "print (flights)\n",
    "ax = sns.heatmap(flights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "f108b51d-723c-43d7-9131-6552d71846be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year      1949  1950  1951  1952  1953  1954  1955  1956  1957  1958  1959  \\\n",
      "month                                                                        \n",
      "April      129   135   163   181   235   227   269   313   348   348   396   \n",
      "August     148   170   199   242   272   293   347   405   467   505   559   \n",
      "December   118   140   166   194   201   229   278   306   336   337   405   \n",
      "February   118   126   150   180   196   188   233   277   301   318   342   \n",
      "January    112   115   145   171   196   204   242   284   315   340   360   \n",
      "\n",
      "year      1960  \n",
      "month           \n",
      "April      461  \n",
      "August     606  \n",
      "December   432  \n",
      "February   391  \n",
      "January    417  \n"
     ]
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "\n",
    "# 加载原始数据\n",
    "# flights = sns.load_dataset(\"flights\")\n",
    "flights = pd.read_csv('./data/flights.csv')\n",
    "\n",
    "# 转换为宽格式（行=月份，列=年份，值=乘客数）\n",
    "flights_pivot = flights.pivot(\n",
    "    index=\"month\", \n",
    "    columns=\"year\", \n",
    "    values=\"passengers\"\n",
    ")\n",
    "\n",
    "# 验证数据格式\n",
    "print(flights_pivot.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "22fe778d-4fb6-4c66-88e1-5d65b7d41938",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(\n",
    "    flights_pivot, \n",
    "    annot=True, \n",
    "    fmt=\"d\",  # 整数格式\n",
    "    cmap=\"YlGnBu\",\n",
    "    linewidths=0.5\n",
    ")\n",
    "ax.set_title(\"Passengers by Month and Year\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "faff62e7-77dc-4467-8107-1ebe6c14706d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   year     month  passengers\n",
      "0  1949   January         112\n",
      "1  1949  February         118\n",
      "2  1949     March         132\n",
      "3  1949     April         129\n",
      "4  1949       May         121\n"
     ]
    }
   ],
   "source": [
    "print(flights.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ac3cc55a-9e1b-4f96-9e93-0f5cc7a7e0bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ax = sns.heatmap(flights, linewidths=.5)\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 加载原始数据\n",
    "# flights = sns.load_dataset(\"flights\")\n",
    "\n",
    "# 将长格式转为适用于 heatmap 的宽格式\n",
    "flights_pivot = flights.pivot(index=\"month\", columns=\"year\", values=\"passengers\")\n",
    "\n",
    "# 绘制 heatmap\n",
    "ax = sns.heatmap(flights_pivot, linewidths=.5)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "35e1d012-15c2-44b2-8620-73c93911bd18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, cmap=\"YlGnBu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d5071465-44e0-4396-80e9-cfc5c7ce643f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, cbar=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7d9edd69-8dbe-4305-837e-e7f96c1a1def",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8",
   "language": "python",
   "name": "py38"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.20"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
